Process Mining

Process Mining PDF
Author: Wil M. P. van der Aalst
Publisher: Springer Science & Business Media
ISBN: 9783642193453
Size: 42.37 MB
Format: PDF, ePub, Docs
Category : Computers
Languages : en
Pages : 352
View: 5598

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More and more information about business processes is recorded by information systems in the form of so-called “event logs”. Despite the omnipresence of such data, most organizations diagnose problems based on fiction rather than facts. Process mining is an emerging discipline based on process model-driven approaches and data mining. It not only allows organizations to fully benefit from the information stored in their systems, but it can also be used to check the conformance of processes, detect bottlenecks, and predict execution problems. Wil van der Aalst delivers the first book on process mining. It aims to be self-contained while covering the entire process mining spectrum from process discovery to operational support. In Part I, the author provides the basics of business process modeling and data mining necessary to understand the remainder of the book. Part II focuses on process discovery as the most important process mining task. Part III moves beyond discovering the control flow of processes and highlights conformance checking, and organizational and time perspectives. Part IV guides the reader in successfully applying process mining in practice, including an introduction to the widely used open-source tool ProM. Finally, Part V takes a step back, reflecting on the material presented and the key open challenges. Overall, this book provides a comprehensive overview of the state of the art in process mining. It is intended for business process analysts, business consultants, process managers, graduate students, and BPM researchers.

Process Mining In Healthcare

Process Mining in Healthcare PDF
Author: Ronny S. Mans
Publisher:
ISBN: 9783319160726
Size: 39.94 MB
Format: PDF, ePub, Docs
Category :
Languages : en
Pages :
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What are the possibilities for process mining in hospitals? In this book the authors provide an answer to this question by presenting a healthcare reference model that outlines all the different classes of data that are potentially available for process mining in healthcare and the relationships between them. Subsequently, based on this reference model, they explain the application opportunities for process mining in this domain and discuss the various kinds of analyses that can be performed. They focus on organizational healthcare processes rather than medical treatment processes. The combination of event data and process mining techniques allows them to analyze the operational processes within a hospital based on facts, thus providing a solid basis for managing and improving processes within hospitals. To this end, they also explicitly elaborate on data quality issues that are relevant for the data aspects of the healthcare reference model. This book mainly targets advanced professionals involved in areas related to business process management, business intelligence, data mining, and business process redesign for healthcare systems as well as graduate students specializing in healthcare information systems and process analysis.

Process Mining In Action

Process Mining in Action PDF
Author: Lars Reinkemeyer
Publisher: Springer Nature
ISBN: 3030401723
Size: 36.39 MB
Format: PDF, ePub, Docs
Category : Computers
Languages : en
Pages : 207
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This book describes process mining use cases and business impact along the value chain, from corporate to local applications, representing the state of the art in domain know-how. Providing a set of industrial case studies and best practices, it complements academic publications on the topic. Further the book reveals the challenges and failures in order to offer readers practical insights and guidance on how to avoid the pitfalls and ensure successful operational deployment. The book is divided into three parts: Part I provides an introduction to the topic from fundamental principles to key success factors, and an overview of operational use cases. As a holistic description of process mining in a business environment, this part is particularly useful for readers not yet familiar with the topic. Part II presents detailed use cases written by contributors from a variety of functions and industries. Lastly, Part III provides a brief overview of the future of process mining, both from academic and operational perspectives. Based on a solid academic foundation, process mining has received increasing interest from operational businesses, with many companies already reaping the benefits. As the first book to present an overview of successful industrial applications, it is of particular interest to professionals who want to learn more about the possibilities and opportunities this new technology offers. It is also a valuable resource for researchers looking for empirical results when considering requirements for enhancements and further developments.

Process Mining Techniques In Business Environments

Process Mining Techniques in Business Environments PDF
Author: Andrea Burattin
Publisher: Springer
ISBN: 3319174827
Size: 23.30 MB
Format: PDF, ePub, Mobi
Category : Computers
Languages : en
Pages : 220
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After a brief presentation of the state of the art of process-mining techniques, Andrea Burratin proposes different scenarios for the deployment of process-mining projects, and in particular a characterization of companies in terms of their process awareness. The approaches proposed in this book belong to two different computational paradigms: first to classic "batch process mining," and second to more recent "online process mining." The book encompasses a revised version of the author's PhD thesis, which won the "Best Process Mining Dissertation Award" in 2014, awarded by the IEEE Task Force on Process Mining.

Process Mining

Process Mining PDF
Author: J.Y. Zhou
Publisher:
ISBN:
Size: 23.83 MB
Format: PDF, Mobi
Category :
Languages : en
Pages : 54
View: 4298

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Business Process Management Workshops

Business Process Management Workshops PDF
Author: Arthur ter Hofstede
Publisher: Springer Science & Business Media
ISBN: 3540782370
Size: 22.79 MB
Format: PDF, Mobi
Category : Computers
Languages : en
Pages : 522
View: 5278

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moderation of the workshops, and the publication process.

A Primer On Process Mining

A Primer on Process Mining PDF
Author: Diogo R. Ferreira
Publisher: Springer
ISBN: 3319564277
Size: 80.49 MB
Format: PDF
Category : Business & Economics
Languages : en
Pages : 96
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The main goal of this book is to explain the core ideas of process mining, and to demonstrate how they can be implemented using just some basic tools that are available to any computer scientist or data scientist. It describes how to analyze event logs in order to discover the behavior of real-world business processes. The end result can often be visualized as a graph, and the book explains how to use Python and Graphviz to render these graphs intuitively. Overall, it enables the reader to implement process mining techniques on his or her own, independently of any specific process mining tool. An introduction to two popular process mining tools, namely Disco and ProM, is also provided. The book will be especially valuable for self-study or as a precursor to a more advanced text. Practitioners and students will be able to follow along on their own, even if they have no prior knowledge of the topic. After reading this book, they will be able to more confidently proceed to the research literature if needed.

Process Mining

Process Mining PDF
Author: Maurin Rüegg
Publisher:
ISBN:
Size: 76.89 MB
Format: PDF, ePub, Docs
Category :
Languages : en
Pages :
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With the constantly increasing amount of data and the continuous development of data analysis methods, the question arises whether process mining can be implemented in a value adding way to improve processes. This paper is dedicated to the development of a criteria catalogue for the introduction of process mining in finance / controlling. A literature analysis on the requirements and potential benefits of process mining was carried out, which serves as the basis for the final criteria catalogue. The literature analysis identified 28 criteria for a successful implementation and execution of process mining. In addition, eight potential benefits were detected in the categories performance and control. Furthermore, it was also discovered that a value-adding implementation of process mining depends very much on company- and context-specific factors and that accounting processes are likely to be most suitable for an analysis through process mining, since they usually are structured, have a high execution frequency and good data quality.

Applications Of Soft Computing

Applications of Soft Computing PDF
Author: Erel Avineri
Publisher: Springer Science & Business Media
ISBN: 3540880798
Size: 70.76 MB
Format: PDF, ePub, Docs
Category : Computers
Languages : en
Pages : 274
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Soft Computing is a complex of methodologies that includes artificial neural networks, genetic algorithms, fuzzy logic, Bayesian networks, and their hybrids. It admits approximate reasoning, imprecision, uncertainty and partial truth in order to mimic the remarkable human capability of making decisions in real-life, ambiguous environments. Soft Computing has therefore become popular in developing systems that encapsulate human expertise. 'Applications of Soft Computing: Updating the State of Art' contains a collection of papers that were presented at the 12th On-line World Conference on Soft Computing in Industrial Applications, held in October 2007. This carefully edited book provides a comprehensive overview of the recent advances in the industrial applications of soft computing and covers a wide range of application areas, including design, intelligent control, optimization, signal processing, pattern recognition, computer graphics, production, as well as civil engineering and applications to traffic and transportation systems. The book is aimed at researchers and practitioners who are engaged in developing and applying intelligent systems principles to solving real-world problems. It is also suitable as wider reading for science and engineering postgraduate students.

Applications And Theory Of Petri Nets 2005

Applications and Theory of Petri Nets 2005 PDF
Author: Gianfranco Ciardo
Publisher: Springer Science & Business Media
ISBN: 3540263012
Size: 12.26 MB
Format: PDF, ePub
Category : Business & Economics
Languages : en
Pages : 474
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This book constitutes the refereed proceedings of the 26th International Conference on Applications and Theory of Petri Nets, ICATPN 2005, held in Miami, USA in June 2005. The 20 revised full regular papers and 3 revised tool presentation papers presented together with 4 invited papers were carefully reviewed and selected from 69 submissions. All current issues on research and development in the area of Petri nets are addressed, in particular concurrent systems design and analysis, modular systems development, formal specification, model validation, model checking, workflow management, flow charts, networking, formal methods in software engineering, etc.

Asia Pacific Business Process Management

Asia Pacific Business Process Management PDF
Author: Chun Ouyang
Publisher: Springer
ISBN: 3319082221
Size: 61.99 MB
Format: PDF, ePub
Category : Computers
Languages : en
Pages : 143
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This book constitutes the proceedings of the Second Asia Pacific Conference on Business Process Management held in Brisbane, QLD, Australia, in July 2014. In all, 33 contributions from 12 countries were submitted. After each submission was reviewed by at least three Program Committee members, nine full papers were accepted for publication in this volume. These nine papers cover various topics that can be categorized under four main research focuses in BPM: process mining, process modeling and repositories, process model comparison, and process analysis.